Murdock's (1982) TODAM adapted to cross-situational word learning: word
and object vectors (random Gaussian, one per vocabulary item) are bound
via circular convolution into a single memory vector M, attention-
weighted each trial by how familiar (cosine-similar to the current M)
each word/object already is. At test, a candidate object is circularly
correlated back out of M and compared (cosine) against each word;
similarities are shifted non-negative, row-normalized, and exponentiated
by X into a graded (Luce-choice-ready) matrix rather than a hard
best-match.
Details
Performance note: every encoding step and every test comparison requires
an FFT-based circular convolution/correlation over a D-length vector, so
cost scales with D log(D); unlike minerva2()'s per-trial trace,
todam() holds a single fixed-size memory vector regardless of corpus
length. D is a fixed representational hyperparameter (not usually
treated as a free cognitive parameter), not included by default in this
package's DEoptim registry bounds – see xsl_model_registry().
Examples
mod <- todam(X = 5, D = 200)
xsl_run(mod, get_example_ambiguous_condition())
#> $fits
#> $fits[[1]]
#> $fits[[1]]$sims
#> NULL
#>
#> $fits[[1]]$responses
#> [,1] [,2] [,3] [,4]
#> [1,] 0.6344147 0.4073248 0.3936247 0.4997890
#> [2,] 0.5514820 0.5784048 0.3534466 0.5390033
#> [3,] 0.3103669 0.4979124 0.2028139 0.4124711
#> [4,] 0.4914801 0.4927432 0.2743565 0.4363519
#> [5,] 0.5389101 0.5833121 0.4553733 0.4070196
#> [6,] 0.6024079 0.3770105 0.4943430 0.3763285
#> [7,] 0.2931920 0.3625115 0.3977296 0.3310521
#> [8,] 0.5695527 0.4488862 0.3933668 0.1729246
#> [9,] 0.4896872 0.4628594 0.3275139 0.3108514
#> [10,] 0.5234929 0.3192871 0.3863908 0.5914210
#> [11,] 0.4793045 0.5013042 0.2321052 0.4542034
#> [12,] 0.4534211 0.4385252 0.4614750 0.4539606
#> [13,] 0.4654696 0.4834004 0.3493656 0.5118885
#> [14,] 0.4728068 0.4049182 0.5552773 0.6753324
#> [15,] 0.6348017 0.3783670 0.4945612 0.4986418
#> [16,] 0.6618768 0.1850674 0.4380787 0.5162759
#> [17,] 0.5656060 0.3234866 0.3897070 0.4409899
#> [18,] 0.3761068 0.4763035 0.3486023 0.4959230
#> [19,] 0.4992543 0.3113360 0.5167326 0.2466991
#> [20,] 0.3911515 0.3648020 0.3888767 0.4985493
#> [21,] 0.5576721 0.3532045 0.4448821 0.5216231
#> [22,] 0.3090186 0.3509799 0.3769085 0.4382764
#> [23,] 0.4236787 0.4795984 0.4161866 0.3246425
#> [24,] 0.3566260 0.5245152 0.3860635 0.5052353
#> [25,] 0.5615903 0.5027721 0.2663468 0.5703704
#> [26,] 0.5130152 0.4141023 0.4071064 0.4001513
#> [27,] 0.4811892 0.4783226 0.3608080 0.2951350
#> [28,] 0.3039010 0.5088073 0.4549436 0.4182545
#> [29,] 0.6879393 0.3066957 0.4648474 0.4596984
#> [30,] 0.4183901 0.3448208 0.4747434 0.2945303
#> [31,] 0.3982268 0.3214314 0.4157756 0.3636504
#> [32,] 0.5058783 0.4200528 0.3846268 0.7010902
#> [33,] 0.2832219 0.2816289 0.5368553 0.1907676
#> [34,] 0.2786365 0.3603195 0.5531759 0.1849630
#> [35,] 0.4909499 0.6065794 0.5335878 0.4139029
#> [36,] 0.4750096 0.5244451 0.5745118 0.4434750
#> [37,] 0.4198037 0.4563485 0.3477433 0.6344731
#> [38,] 0.5085612 0.1454367 0.4406039 0.4229361
#> [39,] 0.3835669 0.4362989 0.3592724 0.6404517
#> [40,] 0.5128207 0.5103756 0.5283831 0.2165428
#> [41,] 0.4569850 0.6102114 0.4978601 0.5655020
#> [42,] 0.5843858 0.6523701 0.2604444 0.4946306
#> [43,] 0.2780216 0.3183602 0.3505801 0.5342298
#> [44,] 0.6524843 0.4539909 0.5011708 0.1312624
#> [45,] 0.4131040 0.3371463 0.4575277 0.5588450
#> [46,] 0.4797272 0.3646557 0.4846588 0.2951248
#> [47,] 0.3663777 0.5516109 0.4646999 0.2797063
#> [48,] 0.4109668 0.4805571 0.3342896 0.3642175
#> [49,] 0.3443390 0.5652614 0.4694556 0.4374204
#> [50,] 0.3847163 0.3718877 0.7165929 0.3264789
#> [51,] 0.4175866 0.3600108 0.1867368 0.3434656
#> [52,] 0.3611758 0.3290296 0.4046200 0.4167364
#> [53,] 0.3772471 0.3902300 0.3212009 0.5519138
#> [54,] 0.1950632 0.3405029 0.4584381 0.3249864
#> [55,] 0.5487914 0.2893169 0.5929097 0.3487003
#> [56,] 0.7912025 0.5947467 0.4754405 0.3930290
#> [57,] 0.5354705 0.4149034 0.3550089 0.5472856
#> [58,] 0.5313119 0.4551281 0.5036238 0.2627126
#> [59,] 0.3964712 0.3668950 0.5625763 0.3701125
#> [60,] 0.1505011 0.1925898 0.2910510 0.3738774
#> [61,] 0.3069288 0.5638017 0.4051917 0.2905232
#> [62,] 0.4487521 0.3767526 0.6798310 0.5179847
#> [63,] 0.5349698 0.3129085 0.5100598 0.7221367
#> [64,] 0.6801524 0.2053682 0.5481632 0.4085249
#> [65,] 0.4954650 0.6143785 0.3422965 0.4082831
#> [66,] 0.5081528 0.4138738 0.6201916 0.4742583
#> [67,] 0.2929281 0.3370356 0.3519058 0.5867106
#> [68,] 0.4159471 0.5841786 0.4102392 0.2913556
#> [69,] 0.4023181 0.3678454 0.4982350 0.4158667
#> [70,] 0.3540122 0.4334767 0.4601648 0.2784937
#> [71,] 0.6120296 0.2651817 0.6743419 0.4737092
#> [72,] 0.3444224 0.3623983 0.4158933 0.3827188
#> [73,] 0.4941768 0.4120371 0.4942935 0.3582147
#> [74,] 0.4039178 0.5219470 0.4823885 0.3868888
#> [75,] 0.7297353 0.4222807 0.4237981 0.3805836
#> [76,] 0.4481629 0.4104838 0.2101619 0.3461661
#> [77,] 0.2710300 0.2771921 0.4497935 0.4533736
#> [78,] 0.4328226 0.5429372 0.3825727 0.3675364
#> [79,] 0.4305117 0.4729299 0.7077292 0.4174228
#> [80,] 0.3428973 0.3902039 0.3275119 0.3082547
#> [81,] 0.5885389 0.4597160 0.1684796 0.4855199
#> [82,] 0.5519225 0.4636892 0.2730237 0.6026313
#> [83,] 0.3328917 0.3851064 0.1894395 0.2695294
#> [84,] 0.4671910 0.3622467 0.3838155 0.3694559
#> [85,] 0.3302776 0.5414225 0.3128334 0.2015796
#> [86,] 0.3752938 0.3610903 0.4106655 0.4387628
#> [87,] 0.4617373 0.3883403 0.3657286 0.2869272
#> [88,] 0.4516256 0.7448532 0.4078680 0.7117686
#> [89,] 0.5185598 0.3109929 0.4021165 0.1561559
#> [90,] 0.5992597 0.5803655 0.4905328 0.6175408
#> [91,] 0.2742713 0.3733296 0.2401389 0.2997901
#> [92,] 0.5284326 0.4512146 0.4570564 0.5154435
#> [93,] 0.3292609 0.4071475 0.4166580 0.3415571
#> [94,] 0.5794376 0.6685037 0.6261704 0.3858660
#> [95,] 0.8159689 0.4484427 0.2537545 0.2724273
#> [96,] 0.3077907 0.4569079 0.4423910 0.3973390
#> [97,] 0.4999638 0.5188558 0.3690121 0.3129787
#> [98,] 0.3639837 0.3619284 0.4868301 0.3286056
#> [99,] 0.4199554 0.5969658 0.4326002 0.3065935
#> [100,] 0.4803390 0.3323205 0.2879006 0.2705548
#> [101,] 0.4944051 0.3274453 0.4726619 0.6058094
#> [102,] 0.2298115 0.5013030 0.2893712 0.4082192
#> [103,] 0.4073593 0.5016137 0.4231734 0.4629184
#> [104,] 0.3656432 0.2907081 0.3128733 0.4452011
#> [105,] 0.5684935 0.5973065 0.6436732 0.3867232
#> [106,] 0.6246676 0.3740563 0.5330533 0.5387963
#> [107,] 0.5026127 0.2968301 0.6290703 0.2739593
#> [108,] 0.6966842 0.5440772 0.4667812 0.4027278
#> [109,] 0.5979594 0.3675420 0.4568583 0.6140732
#> [110,] 0.2724308 0.4810720 0.3050133 0.3308110
#> [111,] 0.4056082 0.2386715 0.4997982 0.4381551
#> [112,] 0.3744627 0.4618225 0.4027344 0.4670984
#> [113,] 0.3184631 0.6132787 0.2287610 0.5671209
#> [114,] 0.6656374 0.7063970 0.3616940 0.4009228
#> [115,] 0.4858267 0.4492425 0.5399856 0.6437418
#> [116,] 0.4850292 0.6391465 0.3032636 0.2276232
#> [117,] 0.2673884 0.3417052 0.4637749 0.7617942
#> [118,] 0.3639075 0.6025551 0.5874057 0.2666917
#> [119,] 0.3262423 0.4017793 0.3460292 0.5467102
#> [120,] 0.4231857 0.4395571 0.5309855 0.3487601
#> [121,] 0.6058179 0.4137131 0.6056583 0.3516079
#> [122,] 0.3165351 0.3359484 0.3025753 0.4822841
#> [123,] 0.4916843 0.4217785 0.3685377 0.3281726
#> [124,] 0.3907957 0.3000646 0.5843967 0.5118269
#> [125,] 0.2811443 0.4124531 0.4782482 0.4239175
#> [126,] 0.3641641 0.3553721 0.3454871 0.4726012
#> [127,] 0.2854021 0.2925309 0.5138718 0.3972056
#> [128,] 0.4382257 0.3806585 0.2593850 0.4573477
#> [129,] 0.3908226 0.5455921 0.4703678 0.5873430
#> [130,] 0.5086917 0.3955734 0.4140417 0.4835307
#> [131,] 0.5731645 0.3005815 0.3268141 0.3660040
#> [132,] 0.4525931 0.3782897 0.4693006 0.4340579
#> [133,] 0.4297030 0.5592669 0.3564610 0.3400112
#> [134,] 0.4515956 0.4819294 0.6829188 0.1835210
#> [135,] 0.4204366 0.6688574 0.4424519 0.5072810
#> [136,] 0.5480805 0.4106650 0.4697130 0.2295329
#> [137,] 0.5476518 0.5159125 0.5778352 0.5391227
#> [138,] 0.4322365 0.4587751 0.4707229 0.3402181
#> [139,] 0.4952882 0.4695730 0.4107830 0.3867265
#> [140,] 0.3447308 0.4980481 0.4754399 0.2079637
#> [141,] 0.3613711 0.2749817 0.3490430 0.4458757
#> [142,] 0.4370357 0.4319707 0.1935872 0.5121344
#> [143,] 0.5769243 0.4252046 0.5075974 0.3175939
#> [144,] 0.4160847 0.4007040 0.5218285 0.4030169
#> [145,] 0.5136388 0.3489757 0.4344698 0.6209106
#> [146,] 0.5187651 0.4309231 0.5048959 0.3574081
#> [147,] 0.4514663 0.5175285 0.5245223 0.3939109
#> [148,] 0.4936696 0.4852561 0.4757545 0.5335483
#> [149,] 0.4976607 0.4010465 0.4277648 0.2683354
#> [150,] 0.1530437 0.4185032 0.1821268 0.6261178
#> [151,] 0.4229114 0.4607662 0.2752751 0.4045030
#> [152,] 0.2348252 0.1995907 0.6306392 0.5033752
#> [153,] 0.3238115 0.3016139 0.2818528 0.3730109
#> [154,] 0.3258820 0.4456860 0.4414301 0.4904408
#> [155,] 0.6281179 0.6614541 0.5235407 0.5830546
#> [156,] 0.4727949 0.4915186 0.2961713 0.4398782
#> [157,] 0.5280106 0.4764363 0.4587744 0.6303141
#> [158,] 0.3178311 0.3979115 0.4580516 0.5330397
#> [159,] 0.3611838 0.4877852 0.3258516 0.1742588
#> [160,] 0.4154331 0.3786436 0.4917345 0.4391999
#> [161,] 0.5423222 0.5504596 0.3377023 0.4311843
#> [162,] 0.5851447 0.3819111 0.3822218 0.2642273
#> [163,] 0.3174223 0.4549051 0.3494092 0.3292803
#> [164,] 0.4653146 0.4791362 0.3830792 0.3784688
#> [165,] 0.5717769 0.4487287 0.4057139 0.3864101
#> [166,] 0.4180323 0.3763214 0.5620947 0.4779880
#> [167,] 0.3375366 0.6658458 0.4739782 0.4038461
#> [168,] 0.5711325 0.3516484 0.3565229 0.5550949
#> [169,] 0.3737254 0.3180341 0.5065812 0.4781747
#> [170,] 0.2999794 0.2443744 0.5435804 0.6468709
#> [171,] 0.3755556 0.4514369 0.2477993 0.6103581
#> [172,] 0.4360293 0.4040074 0.4557813 0.3791329
#> [173,] 0.5205102 0.5862961 0.3437816 0.6668203
#> [174,] 0.4142876 0.6256474 0.3666624 0.5703553
#> [175,] 0.4723711 0.4047378 0.2810259 0.3272929
#> [176,] 0.6012768 0.4400990 0.3498262 0.5087477
#> [177,] 0.5152477 0.5451276 0.5122250 0.3439781
#> [178,] 0.3972507 0.2470767 0.3862030 0.5237296
#> [179,] 0.5954165 0.3634635 0.3629026 0.3023752
#> [180,] 0.4418443 0.3964142 0.5063410 0.2865031
#> [181,] 0.3190708 0.4376894 0.5647422 0.4417183
#> [182,] 0.3947733 0.4568388 0.4982539 0.5024633
#> [183,] 0.5209397 0.4672659 0.4871369 0.3012341
#> [184,] 0.4236936 0.4876521 0.4082037 0.4796995
#> [185,] 0.2943812 0.3036634 0.4532634 0.3353502
#> [186,] 0.4486714 0.3531176 0.6594677 0.5000214
#> [187,] 0.4610707 0.4389121 0.5410212 0.3420868
#> [188,] 0.4145803 0.5389307 0.6277986 0.3226126
#> [189,] 0.3710761 0.5733773 0.2962543 0.4911576
#> [190,] 0.4481156 0.3886286 0.4410179 0.4069334
#> [191,] 0.5097004 0.6119491 0.4058211 0.4763334
#> [192,] 0.3698948 0.6449070 0.6528427 0.5534640
#> [193,] 0.4670367 0.3897412 0.4988312 0.5525107
#> [194,] 0.3143343 0.3840547 0.3307984 0.5324148
#> [195,] 0.2789107 0.6941182 0.6344463 0.4240761
#> [196,] 0.3662594 0.4704659 0.4189437 0.5820331
#> [197,] 0.2098156 0.3581516 0.5924874 0.3023468
#> [198,] 0.4359528 0.3494837 0.4348059 0.3871992
#> [199,] 0.3804650 0.4662223 0.4374115 0.2951832
#> [200,] 0.2873255 0.1454621 0.4957853 0.5368147
#> [201,] 0.4820002 0.3882503 0.5014997 0.4994170
#> [202,] 0.4789611 0.3001974 0.3351934 0.4123132
#> [203,] 0.4842476 0.4623386 0.2754199 0.3451652
#> [204,] 0.4270894 0.5315384 0.2256045 0.3755216
#> [205,] 0.4086744 0.3141377 0.6945278 0.3920577
#> [206,] 0.2776516 0.2005519 0.4750735 0.3635651
#> [207,] 0.3276105 0.4127306 0.4754225 0.6958086
#> [208,] 0.5316283 0.4596336 0.5325501 0.3852899
#> [209,] 0.4883123 0.3441537 0.4522519 0.6191229
#> [210,] 0.5396448 0.5803416 0.5746308 0.3952419
#> [211,] 0.5140084 0.5132078 0.4814958 0.4660922
#> [212,] 0.4896020 0.4051566 0.3449114 0.2386603
#> [213,] 0.2557776 0.5076821 0.5609988 0.2438577
#> [214,] 0.2227531 0.4628901 0.5320071 0.4201216
#> [215,] 0.4784698 0.4564398 0.3947507 0.5840019
#> [216,] 0.2550965 0.4854139 0.3731808 0.5541164
#> [217,] 0.3854119 0.4216484 0.4561272 0.3124191
#> [218,] 0.6126558 0.6119322 0.6512487 0.4819807
#> [219,] 0.3857558 0.6822750 0.4068092 0.3569002
#> [220,] 0.3763059 0.4126253 0.6443338 0.2828381
#> [221,] 0.5469668 0.2807460 0.4187107 0.3429383
#> [222,] 0.6206547 0.6941346 0.2860848 0.7099508
#> [223,] 0.2701232 0.3077943 0.4354203 0.3416157
#> [224,] 0.3833855 0.5629801 0.3144617 0.3995167
#> [225,] 0.5416905 0.4633657 0.4644580 0.3092313
#> [226,] 0.4475941 0.3745158 0.5032940 0.4437234
#> [227,] 0.5141289 0.6127858 0.4326381 0.1161769
#> [228,] 0.3385908 0.4041765 0.3321650 0.3987307
#> [229,] 0.4892390 0.5510650 0.3208551 0.5454064
#> [230,] 0.3606829 0.3817206 0.5498674 0.4350752
#> [231,] 0.2321297 0.4746340 0.3866283 0.3382086
#> [232,] 0.5010441 0.3375896 0.4234096 0.8899189
#> [233,] 0.5705568 0.5178013 0.3940871 0.3984079
#> [234,] 0.5157503 0.3786582 0.5086927 0.4418512
#> [235,] 0.3183440 0.4422603 0.3217214 0.3769875
#> [236,] 0.2947312 0.4123178 0.3867414 0.2983826
#> [237,] 0.4082850 0.4204544 0.7216112 0.6828293
#> [238,] 0.3716552 0.4872511 0.3558150 0.4388886
#> [239,] 0.3115910 0.2019390 0.3676978 0.2918201
#> [240,] 0.4633689 0.4664512 0.4270459 0.4491915
#> [241,] 0.4012182 0.3712043 0.3565925 0.1798101
#> [242,] 0.5265756 0.4351003 0.5217483 0.3101318
#> [243,] 0.4685334 0.5845178 0.4027400 0.2919746
#> [244,] 0.3828430 0.3426350 0.4193682 0.4233352
#> [245,] 0.6213813 0.5508592 0.6334834 0.1756181
#> [246,] 0.4621838 0.5002043 0.4387494 0.2450391
#> [247,] 0.6023457 0.3656191 0.4747740 0.4066165
#> [248,] 0.3564809 0.4726080 0.7097474 0.6336948
#> [249,] 0.3134655 0.6590246 0.5453635 0.3216409
#> [250,] 0.3648679 0.4663764 0.5821714 0.3256141
#> [251,] 0.2925250 0.1808377 0.2899774 0.4581482
#> [252,] 0.4319916 0.2665730 0.3095018 0.3197070
#> [253,] 0.5775845 0.4268018 0.3532234 0.4824341
#> [254,] 0.5484444 0.4996682 0.5416077 0.3418820
#> [255,] 0.4963437 0.4230049 0.4656211 0.4102572
#> [256,] 0.3720513 0.4239335 0.5469628 0.5657692
#> [257,] 0.2967796 0.4739743 0.4350764 0.3142117
#> [258,] 0.4241012 0.7951610 0.3823769 0.5878367
#> [259,] 0.2259565 0.4968241 0.3673888 0.3480041
#> [260,] 0.4695736 0.2588531 0.4948471 0.3959960
#> [261,] 0.5697925 0.4352551 0.5836770 0.3306042
#> [262,] 0.5637429 0.2813138 0.2983448 0.4159081
#> [263,] 0.5160364 0.3855418 0.4629240 0.3500044
#> [264,] 0.2606424 0.4054124 0.6732883 0.5305983
#> [265,] 0.5647468 0.4457986 0.5226169 0.3461755
#> [266,] 0.7296888 0.4897856 0.5147408 0.4837742
#> [267,] 0.5353531 0.3766912 0.3964148 0.3807871
#> [268,] 0.6002893 0.6387764 0.4803943 0.4046992
#> [269,] 0.6907457 0.5426784 0.5937791 0.4783928
#> [270,] 0.3709541 0.4606747 0.3505968 0.2600043
#> [271,] 0.5348866 0.5356819 0.4341802 0.5566877
#> [272,] 0.4132110 0.4118800 0.5279948 0.7059723
#> [273,] 0.3258535 0.5274053 0.5030658 0.7578487
#> [274,] 0.4094052 0.3800254 0.4502953 0.3757080
#> [275,] 0.5017613 0.3152222 0.6493162 0.6684901
#> [276,] 0.3736765 0.4157042 0.4366511 0.3038451
#> [277,] 0.3240959 0.1513399 0.4345179 0.3411156
#> [278,] 0.4985135 0.4725674 0.4624318 0.4754616
#> [279,] 0.3937509 0.2188280 0.3272554 0.4226975
#> [280,] 0.3060189 0.3434642 0.2327229 0.3720033
#> [281,] 0.3628782 0.3369823 0.5135917 0.5628472
#> [282,] 0.4800801 0.3949595 0.3012276 0.2003878
#> [283,] 0.6132756 0.3771040 0.3823186 0.5167465
#> [284,] 0.2868071 0.5625378 0.3672726 0.4431386
#> [285,] 0.2660917 0.3295187 0.1087188 0.5666538
#> [286,] 0.4610291 0.4462554 0.3998360 0.3289363
#> [287,] 0.4434522 0.4384920 0.3331306 0.6891052
#> [288,] 0.4677947 0.4046476 0.4909547 0.4927025
#> [289,] 0.5838235 0.4998255 0.3766930 0.4698874
#> [290,] 0.3905584 0.3034579 0.5016833 0.4755234
#> [291,] 0.3862302 0.4597863 0.3836618 0.4219039
#> [292,] 0.3522149 0.4733945 0.3463067 0.3435631
#> [293,] 0.5735113 0.3082634 0.4968473 0.3629948
#> [294,] 0.3956429 0.1206074 0.2657671 0.5642803
#> [295,] 0.4289198 0.1771888 0.3445276 0.3283660
#> [296,] 0.2883976 0.3536367 0.3109448 0.3598756
#> [297,] 0.6808754 0.5211118 0.2303913 0.1687039
#> [298,] 0.5517468 0.6843472 0.7916765 0.2868813
#> [299,] 0.2763020 0.3250378 0.4340216 0.5966745
#> [300,] 0.6654857 0.5878137 0.2743831 0.4167647
#> [301,] 0.5239215 0.5376489 0.5052617 0.3693801
#> [302,] 0.3510281 0.3950720 0.6549647 0.5354924
#> [303,] 0.3996070 0.4276392 0.5253738 0.4383955
#> [304,] 0.6265099 0.6034263 0.4688594 0.6036929
#> [305,] 0.5605929 0.3836238 0.4914140 0.5122254
#> [306,] 0.3652129 0.4139437 0.3092323 0.5023815
#> [307,] 0.3958551 0.4465206 0.4700108 0.4653634
#> [308,] 0.4884065 0.6326569 0.3406144 0.3940286
#> [309,] 0.6737869 0.4579828 0.4737404 0.4651181
#> [310,] 0.3844126 0.6106681 0.3831220 0.2717331
#> [311,] 0.2081075 0.5350201 0.6121857 0.3579431
#> [312,] 0.6069902 0.2257263 0.4069516 0.3972849
#> [313,] 0.4125072 0.5181982 0.4486825 0.5005287
#> [314,] 0.4329157 0.2248492 0.4420217 0.4931321
#> [315,] 0.3180493 0.4813301 0.5304765 0.4134640
#> [316,] 0.3431056 0.2557134 0.4122582 0.3430790
#> [317,] 0.2250003 0.4330483 0.4477854 0.5049120
#> [318,] 0.5359077 0.5651336 0.3976872 0.5657067
#> [319,] 0.4854828 0.4475178 0.4756742 0.4062397
#> [320,] 0.5300081 0.3226936 0.5235936 0.4146870
#> [321,] 0.3666768 0.4103606 0.2124027 0.1337308
#> [322,] 0.3419313 0.5383831 0.6540426 0.4012568
#> [323,] 0.4081509 0.4391200 0.3058639 0.3989514
#> [324,] 0.4468610 0.4977794 0.6152592 0.5725568
#> [325,] 0.4754351 0.3432593 0.5407769 0.6544238
#> [326,] 0.4411314 0.4241490 0.4036056 0.4210489
#> [327,] 0.4510773 0.3472933 0.4667069 0.2995165
#> [328,] 0.4264414 0.4748149 0.4396882 0.3060955
#> [329,] 0.1367273 0.8554600 0.4249746 0.3832071
#> [330,] 0.4080829 0.4254429 0.3995135 0.5214525
#> [331,] 0.4458256 0.4031346 0.4492316 0.4380435
#> [332,] 0.3589077 0.3920723 0.3253259 0.5090258
#> [333,] 0.4143550 0.7991130 0.4496819 0.3609363
#> [334,] 0.4316050 0.5399392 0.4189599 0.1984017
#> [335,] 0.4322168 0.3125495 0.5229066 0.4156841
#> [336,] 0.3238531 0.3055223 0.4791447 0.4396913
#> [337,] 0.3500954 0.3314566 0.3484480 0.5460369
#> [338,] 0.4628923 0.5848162 0.4655392 0.6236955
#> [339,] 0.3581848 0.3855373 0.6207177 0.3228515
#> [340,] 0.3896911 0.3676110 0.4378423 0.3229377
#> [341,] 0.5345113 0.4158335 0.4872615 0.6015245
#> [342,] 0.4529095 0.3430571 0.4554512 0.2563050
#> [343,] 0.5689935 0.3608794 0.2396016 0.3468184
#> [344,] 0.3666248 0.5487021 0.5086613 0.4224243
#> [345,] 0.4524422 0.4604815 0.3794881 0.4353521
#> [346,] 0.2732651 0.3967459 0.4073156 0.4338622
#> [347,] 0.3031910 0.2822179 0.4074105 0.3990669
#> [348,] 0.1959558 0.4418756 0.3081235 0.4230814
#> [349,] 0.2979636 0.4589787 0.5342838 0.3263721
#> [350,] 0.5121836 0.4546380 0.3914931 0.5865665
#> [351,] 0.5340591 0.2981148 0.2801453 0.5298369
#> [352,] 0.3887273 0.5435457 0.3742863 0.4220322
#> [353,] 0.5862900 0.3604172 0.5004160 0.3833411
#> [354,] 0.4611540 0.4656145 0.4622404 0.3208878
#> [355,] 0.1871636 0.3927178 0.6965308 0.3580294
#> [356,] 0.3618544 0.1786936 0.5878383 0.5808320
#> [357,] 0.4335240 0.4308633 0.4136993 0.3590466
#> [358,] 0.4452083 0.3541411 0.4506635 0.4391687
#> [359,] 0.6458810 0.3764712 0.1759196 0.4945862
#> [360,] 0.5532721 0.4168391 0.3419584 0.4499133
#> [361,] 0.4942306 0.3964759 0.4718651 0.3337570
#> [362,] 0.4379016 0.4385664 0.4665387 0.2465454
#> [363,] 0.4282307 0.6683483 0.7540895 0.4097514
#> [364,] 0.4525409 0.3478353 0.3991608 0.2590531
#> [365,] 0.3976168 0.3588598 0.2178022 0.4026794
#> [366,] 0.5004331 0.3076672 0.3005422 0.6140182
#> [367,] 0.4439374 0.5244511 0.2904714 0.7629063
#> [368,] 0.4611120 0.5058286 0.3244684 0.4681883
#> [369,] 0.2479558 0.3567490 0.3496401 0.3835726
#> [370,] 0.2522247 0.4466710 0.4552954 0.2894381
#> [371,] 0.5008254 0.4995418 0.4209044 0.5083664
#> [372,] 0.4539078 0.3802706 0.4868298 0.6908351
#> [373,] 0.4460783 0.3438653 0.3832721 0.3058282
#> [374,] 0.2593119 0.4048961 0.2526180 0.3051261
#> [375,] 0.5964096 0.3888421 0.3015283 0.4614957
#> [376,] 0.3369222 0.4774285 0.5323599 0.3912192
#> [377,] 0.4188982 0.2824564 0.5758757 0.6392642
#> [378,] 0.4675028 0.3437771 0.4006689 0.5859633
#> [379,] 0.5711381 0.4844951 0.2686919 0.3775866
#> [380,] 0.3126998 0.5135142 0.5009014 0.4756243
#> [381,] 0.3332328 0.4644726 0.5091222 0.5258046
#> [382,] 0.4492760 0.4089235 0.5979722 0.2596944
#> [383,] 0.3660630 0.6178998 0.6386029 0.3713959
#> [384,] 0.4965556 0.4340239 0.5126363 0.3182375
#> [385,] 0.1991751 0.3142193 0.6085608 0.4681878
#> [386,] 0.3330027 0.4863490 0.4528252 0.3607076
#> [387,] 0.2827390 0.2145321 0.5777015 0.4968721
#> [388,] 0.3987908 0.6621325 0.4619649 0.3598556
#> [389,] 0.3690080 0.2613067 0.4518087 0.3822617
#> [390,] 0.4827868 0.5564250 0.1466095 0.2878674
#> [391,] 0.7771157 0.3876762 0.5063473 0.6788397
#> [392,] 0.4166369 0.5163836 0.4693232 0.2726681
#> [393,] 0.4406539 0.2445319 0.3466246 0.3289855
#> [394,] 0.3071333 0.4592470 0.3134475 0.3356220
#> [395,] 0.3468154 0.4609165 0.5334556 0.4735639
#> [396,] 0.4790048 0.4659017 0.3647529 0.3016506
#> [397,] 0.4569682 0.4514866 0.4325321 0.4567214
#> [398,] 0.3963772 0.2570285 0.3778751 0.4779295
#> [399,] 0.4032230 0.3223658 0.3110761 0.2135308
#> [400,] 0.5245057 0.5142088 0.4925235 0.2347071
#> [401,] 0.4453638 0.4573263 0.4063354 0.3438860
#> [402,] 0.4643401 0.4871060 0.3120761 0.6635261
#> [403,] 0.4736689 0.4902660 0.3711119 0.4657096
#> [404,] 0.3812342 0.3417578 0.2627663 0.4491360
#> [405,] 0.4341948 0.2680402 0.3954144 0.3831436
#> [406,] 0.4920417 0.2613995 0.5632238 0.3683929
#> [407,] 0.4622619 0.4127997 0.3457115 0.4653395
#> [408,] 0.4789613 0.5615948 0.5089319 0.5004055
#> [409,] 0.8166603 0.5478439 0.5092792 0.5284710
#> [410,] 0.3909727 0.5114674 0.4128743 0.1380702
#> [411,] 0.3660507 0.4390864 0.5402328 0.4435722
#> [412,] 0.3971207 0.2046454 0.3706512 0.2884646
#> [413,] 0.3648636 0.5832985 0.3790597 0.5030334
#> [414,] 0.4652634 0.3856047 0.5096090 0.5077914
#> [415,] 0.7226444 0.2380257 0.5346820 0.4127025
#> [416,] 0.3750823 0.4433147 0.5188670 0.4824819
#> [417,] 0.4350416 0.5889839 0.5566944 0.3500045
#> [418,] 0.5400680 0.5534460 0.2275543 0.3146194
#> [419,] 0.6483293 0.4436093 0.6137171 0.3578500
#> [420,] 0.2559743 0.3230139 0.4140172 0.4109502
#> [421,] 0.3748723 0.5582576 0.4442086 0.4524611
#> [422,] 0.4951012 0.4062260 0.6383581 0.4181099
#> [423,] 0.5021517 0.2859466 0.6224208 0.5215814
#> [424,] 0.2999853 0.1524440 0.4440367 0.3552545
#> [425,] 0.3832744 0.3137968 0.4756887 0.5958411
#> [426,] 0.3792107 0.5552052 0.4674485 0.4427918
#> [427,] 0.3156792 0.4441402 0.2960191 0.2814745
#> [428,] 0.4219077 0.3068340 0.2724250 0.5069264
#> [429,] 0.5181152 0.6150514 0.5934554 0.1644764
#> [430,] 0.5583374 0.5126775 0.5617863 0.4959402
#> [431,] 0.5509467 0.5070945 0.5888975 0.4136004
#> [432,] 0.4738209 0.3881289 0.4319514 0.5493546
#> [433,] 0.4383829 0.4337704 0.2463473 0.3132318
#> [434,] 0.4312677 0.3620679 0.3440482 0.4470434
#> [435,] 0.3932089 0.3101797 0.4402377 0.4661422
#> [436,] 0.5942741 0.4159167 0.4665806 0.2160722
#> [437,] 0.4280371 0.4377449 0.4187930 0.4505702
#> [438,] 0.3620640 0.2881588 0.5127751 0.4562471
#> [439,] 0.2887694 0.3456621 0.4620710 0.3475016
#> [440,] 0.3936497 0.4134327 0.3144624 0.5208728
#> [441,] 0.4224503 0.2692339 0.4424092 0.5455071
#> [442,] 0.3405740 0.2793092 0.4269580 0.2365884
#> [443,] 0.4495116 0.3487505 0.4478966 0.4099202
#> [444,] 0.2584569 0.3850207 0.4223891 0.6067717
#> [445,] 0.2564455 0.5152206 0.4601631 0.4709234
#> [446,] 0.6248097 0.5345320 0.4864009 0.4042254
#> [447,] 0.3796050 0.7200577 0.3962594 0.5888401
#> [448,] 0.2701843 0.5358524 0.3904717 0.5316299
#> [449,] 0.3701246 0.5072808 0.4979037 0.3682568
#> [450,] 0.4341360 0.3855818 0.3743236 0.3207066
#> [451,] 0.5326252 0.3191334 0.3840803 0.4405242
#> [452,] 0.4700631 0.4160441 0.3023746 0.4508493
#> [453,] 0.3409009 0.5132782 0.2723238 0.3578563
#> [454,] 0.4020270 0.4703014 0.4927373 0.4521098
#> [455,] 0.5369949 0.5249336 0.4909328 0.2839993
#> [456,] 0.7109487 0.5996923 0.5166337 0.4329562
#> [457,] 0.6215972 0.4490438 0.3187545 0.4461665
#> [458,] 0.5120277 0.3160618 0.5122127 0.3149552
#> [459,] 0.1964612 0.4269327 0.3151879 0.2779585
#> [460,] 0.6007135 0.5353294 0.2707632 0.3158597
#> [461,] 0.2947154 0.5011721 0.2518505 0.3370836
#> [462,] 0.5621988 0.3337203 0.4505403 0.2728225
#> [463,] 0.5854473 0.1931869 0.5790345 0.4964995
#> [464,] 0.5343776 0.6287476 0.5558190 0.4642227
#> [465,] 0.4319701 0.4272608 0.4744798 0.3834044
#> [466,] 0.4770502 0.2050329 0.3940202 0.3153755
#> [467,] 0.4664757 0.2827258 0.3862888 0.3940834
#> [468,] 0.5927792 0.7087078 0.4340310 0.3370917
#> [469,] 0.5848115 0.3698970 0.4729183 0.2488405
#> [470,] 0.3731955 0.5168226 0.4038909 0.3745088
#> [471,] 0.2502125 0.3939447 0.7074759 0.2406274
#> [472,] 0.3307375 0.4257904 0.3473730 0.3008664
#> [473,] 0.5990350 0.6057677 0.2476518 0.3179306
#> [474,] 0.3501259 0.5206694 0.5267624 0.3026917
#> [475,] 0.3597671 0.4063777 0.3971231 0.4595592
#> [476,] 0.4624794 0.4547259 0.4074733 0.5326619
#> [477,] 0.5534730 0.4713426 0.4489984 0.3419264
#> [478,] 0.4876201 0.5200160 0.5790245 0.4415841
#> [479,] 0.3223664 0.5296967 0.3849454 0.3788451
#> [480,] 0.5668913 0.5164648 0.4620769 0.3568674
#> [481,] 0.2826674 0.3585524 0.3525947 0.5530774
#> [482,] 0.3605716 0.4842439 0.4198324 0.2969336
#> [483,] 0.5932859 0.5354766 0.5168598 0.3277026
#> [484,] 0.4335427 0.5064581 0.4683601 0.3853075
#> [485,] 0.4151396 0.4235284 0.4369067 0.3948474
#> [486,] 0.5085900 0.3072516 0.3544567 0.3458631
#> [487,] 0.4131827 0.6270196 0.5689477 0.2668714
#> [488,] 0.2462741 0.6471207 0.3563699 0.3989608
#> [489,] 0.4600438 0.5121374 0.3780623 0.4104662
#> [490,] 0.4096536 0.5128452 0.4598455 0.5466538
#> [491,] 0.3538736 0.3128143 0.4116368 0.4109051
#> [492,] 0.2937169 0.2109996 0.3831778 0.3191678
#> [493,] 0.4542722 0.4962556 0.3957418 0.3440109
#> [494,] 0.4291218 0.4901265 0.5307186 0.4028560
#> [495,] 0.2505378 0.5553786 0.4424867 0.3162420
#> [496,] 0.5118942 0.4960486 0.4773617 0.3733512
#> [497,] 0.4859540 0.4565448 0.5887600 0.4331253
#> [498,] 0.2051974 0.2771679 0.3564727 0.5644280
#> [499,] 0.3501033 0.3429327 0.6749944 0.4849640
#> [500,] 0.4091659 0.4755599 0.3614013 0.5252392
#>
#> $fits[[1]]$perf
#> 1 2 3 4
#> 0.4419881 0.4350057 0.4386560 0.4225292
#>
#> $fits[[1]]$matrix
#> 1 2 3 4
#> 1 4809.5559 4619.2330 743.6586 709.1931
#> 2 4809.5620 4793.9810 722.7126 694.2463
#> 3 710.0144 714.3939 4804.7103 4724.1358
#> 4 719.2085 711.8926 4936.9053 4659.4021
#>
#> $fits[[1]]$sse
#> [1] 0.01735445
#>
#> $fits[[1]]$data
#> xslData object with label "example condition" and condition "ambiguous"
#> training trials: 2
#> test trials: 0
#> words: 4
#> objects: 4
#> accuracies: 4
#>
#>
#>
#> $sse
#> [1] 0.01735445
#>
#> $unweighted_sse
#> [1] 0.01735445
#>